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Table 5 The results of different fully shared MTL methods

From: Biomedical named entity recognition with the combined feature attention and fully-shared multi-task learning

Model

BC2GM

JNLPBA

BC5CDR-Disease

NCBI-disease

Linnaeus

Species-800

BC5CDR-Chemical

BioBERT-MTM

85.36

78.38

87.46

89.9

88.36

75.33

93.56

w/o the end tag

84.98

77.95

87.28

89.44

88.25

75.13

93.51

(− 0.38)

(− 0.43)

(− 0.18)

(− 0.46)

(− 0.11)

(− 0.20)

(− 0.05)

w/o the tag pair

77.63

72.27

77.98

81.29

79.62

65.59

81.65

(− 7.73)

(− 6.12)

(− 9.48)

(− 8.61)

(− 8.74)

(− 9.74)

(− 11.91)